Comment: may be we can use advanced RNN for earthquake prediction since it has a time series element

Install important libraries. Installations & Dependencies

!pip install kaggle

!pip install numpy==1.15.0

!pip install catboost

import pandas as pd

import numpy as np

from catboost import CatBoostRegressor, Pool

from sklearn.preprocessing import StandardScaler

from sklearn.model_selection import GridSearchCV

from sklearn.svm import NuSVR, SVR

#kernel ridge model for SVM

from sklearn.kernel_ridge import KernelRidge

"Kernel methods are a way of improving Support Vector Machine Predictions. Make sure we can create a classifier line or regression line in a feature space we can visualize. You know? A lower dimension feature space"